Spurlock is a surname. Notable people with the surname include:
J. David Spurlock, founder of Vanguard Productions
Micheal Spurlock, NFL wide receiver for the Jacksonville Jaguars
Morgan Spurlock, filmmaker
Toofer Spurlock, fictional writer in 30 Rock
Bob Spurlock, namesake of the 'R.F. Bob Spurlock Park' in Idylwood, Houston
William R. and Clarice V. Spurlock, namesakes of the Spurlock Museum